feat: nanoengineer skill package v0.1.0

2026-08-14 16:55:46 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — nanoengineer
+
+Where the content of this skill package comes from, counted by
+content items (tasks, competences, tools, evidence entries, curated
+knowledge). Rendered live by Gitea:
+
+```mermaid
+%%{init: {'theme':'base','themeVariables':{'pie1':'#f9a825','pie2':'#1e88e5','pie3':'#ff355e','pie4':'#d97757','pie5':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%%
+pie showData
+    title Content sources — nanoengineer
+    "ESCO (occupation & competences)" : 56
+    "O*NET (tasks & tools)" : 96
+    "Job boards (market evidence)" : 107
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 147
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 56 | 13.6 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 96 | 23.4 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 107 | 26.0 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 5 | 1.2 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 147 | 35.8 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,61 @@
+---
+name: nanoengineer
+description: "Occupational skill for the role 'nanoengineer' (also: nanoscience specialist, nanotechnology specialist, nanoscience expert, nano-engineer, nano engineer, nanotechnologist). Use when the user asks for typical nanoengineer work such as: Write proposals to secure external funding or to partner with other companies.; Supervise technologists or technicians engaged in nanotechnology research or production.; Synthesize, process, or characterize nanomaterials, using advanced tools or techniques."
+---
+
+# Nanoengineer
+
+Nanoengineers combine the scientific knowledge of atomic and molecular particles with engineering principles for applications in a varied array of fields. They apply findings in chemistry, biology, and materials engineering, etc. They use technological knowledge for the improvement of existing applications or the creation of micro objects.
+
+## Core workflow
+
+1. Write proposals to secure external funding or to partner with other companies.
+2. Supervise technologists or technicians engaged in nanotechnology research or production.
+3. Synthesize, process, or characterize nanomaterials, using advanced tools or techniques.
+4. Identify new applications for existing nanotechnologies.
+5. Provide technical guidance or support to customers on topics such as nanosystem start-up, maintenance, or use.
+6. Generate high-resolution images or measure force-distance curves, using techniques such as atomic force microscopy.
+7. Prepare reports, deliver presentations, or participate in program review activities to communicate engineering results or recommendations.
+8. Develop processes or identify equipment needed for pilot or commercial nanoscale scale production.
+
+## How to use this skill
+
+- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
+- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
+- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
+- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
+- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
+
+## Key competences (essential)
+
+- adjust engineering designs
+- analytical chemistry
+- apply health and safety standards
+- approve engineering design
+- assess environmental impact
+- biology
+- chemistry
+- computational chemistry
+- computer simulation
+- engineering principles
+- engineering processes
+- examine engineering principles
+- forecast organisational risks
+- materials engineering
+- nanomaterials
+
+## Hot technologies
+
+- Tableau
+- Autodesk AutoCAD
+- Dassault Systemes SolidWorks
+- Salesforce software
+- Apache Hadoop
+- Oracle Database
+- Structured query language SQL
+- SAP software
+- Oracle Java
+- Python
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/949ed945-f697-415e-b4c5-51d8abf7cfdf), O*NET 30.3 (17-2199.09). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,214 @@
+{
+  "name": "nanoengineer",
+  "title": "nanoengineer",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/949ed945-f697-415e-b4c5-51d8abf7cfdf",
+    "esco_code": "2149.11.1",
+    "isco_group": "2149",
+    "onet_soc": "17-2199.09",
+    "crosswalk_match": "exactMatch"
+  },
+  "sources": [
+    {
+      "name": "ESCO",
+      "version": "1.2.1",
+      "url": "https://esco.ec.europa.eu/"
+    },
+    {
+      "name": "O*NET",
+      "version": "30.3",
+      "url": "https://www.onetcenter.org/",
+      "license": "CC BY 4.0"
+    }
+  ],
+  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
+  "counts": {
+    "tasks": 25,
+    "dwas": 21,
+    "skills_essential": 22,
+    "skills_optional": 33,
+    "software": 49
+  },
+  "enrichment_ai_skills": {
+    "generated": "2026-07-14",
+    "method": "deterministic mapping (ISCO prefix + title/competence keywords)",
+    "sources": {
+      "anthropics/skills": {
+        "repo": "https://github.com/anthropics/skills",
+        "commit": "f6656c1",
+        "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
+        "skills": 2
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 11
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 10
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 11
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 12
+      },
+      "code-yeongyu/oh-my-openagent": {
+        "repo": "https://github.com/code-yeongyu/oh-my-openagent",
+        "commit": "b19f652",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "hypnguyen1209/offensive-claude": {
+        "repo": "https://github.com/hypnguyen1209/offensive-claude",
+        "commit": "4d62be7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 12
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "fcakyon/claude-codex-settings": {
+        "repo": "https://github.com/fcakyon/claude-codex-settings",
+        "commit": "44b7c00",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "wanshuiyin/Auto-claude-code-research-in-sleep": {
+        "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
+        "commit": "eb5c9d7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ferdinandobons/startup-skill": {
+        "repo": "https://github.com/ferdinandobons/startup-skill",
+        "commit": "a5f97c3",
+        "license": "MIT",
+        "skills": 1
+      },
+      "AgriciDaniel/claude-ads": {
+        "repo": "https://github.com/AgriciDaniel/claude-ads",
+        "commit": "669c760",
+        "license": "MIT",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 3
+      },
+      "claude-world/director-mode-lite": {
+        "repo": "https://github.com/claude-world/director-mode-lite",
+        "commit": "9d0c333",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "HeshamFS/materials-simulation-skills": {
+        "repo": "https://github.com/HeshamFS/materials-simulation-skills",
+        "commit": "fa1ce8d",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "snyk/agent-scan": {
+        "repo": "https://github.com/snyk/agent-scan",
+        "commit": "f3a4621",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "ThinkInAIXYZ/deepchat": {
+        "repo": "https://github.com/ThinkInAIXYZ/deepchat",
+        "commit": "f275c92",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 2
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 2
+      },
+      "OpenRaiser/NanoResearch": {
+        "repo": "https://github.com/OpenRaiser/NanoResearch",
+        "commit": "7144364",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 78,
+      "adjacent": 2
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 56,
+      "onet": 96,
+      "jobads": 107,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 147,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 13.6,
+      "onet": 23.4,
+      "jobads": 26.0,
+      "wiki_ai": 0.0,
+      "anthropic": 1.2,
+      "ai_skills": 35.8,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,290 @@
+# External AI agent skills — nanoengineer
+
+Proven, publicly available AI agent skills mapped to this occupation.
+Nothing is copied from the sources: every entry is a name, a one-line
+summary and a link to the upstream skill package. Each section names
+its source repository, commit, license and retrieval date.
+
+**Tiers:** `core` = the skill directly exercises a top market hard
+skill, tool or method (from gated job-ad evidence) or an essential
+ESCO competence of this occupation; `adjacent` =
+plausibly useful, secondary. Entries are capped at 12 per source
+and 80 in total per occupation (core first,
+strongest matches survive); everything beyond the caps is excluded
+and logged in the pipeline audit trail, not in this package.
+
+_Matched deterministically (ISCO group + title/competence keywords,
+tiered against market evidence + ESCO essentials) by
+`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
+
+## Source: anthropics/skills
+
+- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
+- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) |
+| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
+
+## Source: a5c-ai/babysitter
+
+- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `embedded-docs` | core | Embedded firmware documentation generation and maintenance using Doxygen and related tools. Expert skill for API documentation, hardware interface documentation, memory maps, and integration with documentation systems. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/embedded-systems/skills/embedded-docs) |
+| `A/B Test Design` | core | Statistical experiment design and analysis capabilities for product experimentation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/product-management/skills/ab-test-design) |
+| `A/B Test Statistical Analyzer` | core | Performs statistical analysis for A/B testing experiments | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-engineering-analytics/skills/ab-test-statistical-analyzer) |
+
+## Source: AgriciDaniel/claude-ads
+
+- Repository: [https://github.com/AgriciDaniel/claude-ads](https://github.com/AgriciDaniel/claude-ads) (commit `669c760`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ads-test` | core | Design and evaluate paid-ad experiments with hypotheses, randomization units, sample-size and duration assumptions, guardrails, platform experiment tools, analysis, and decision rules. Use for A/B test, split test, experiment design, … | [source](https://github.com/AgriciDaniel/claude-ads/tree/669c760/skills/ads-test) |
+
+## Source: brycewang-stanford/Auto-Empirical-Research-Skills
+
+- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14)
+- License: CC-BY-4.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `claude-scientific-guide` | core | Ready-to-use agent skills for scientific research and engineering | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/claude-scientific-guide) |
+| `academic-baseline` | core | Use when working on any empirical academic research context — paper writing, data analysis, literature review, or any task involving citations, results, or publication artifacts. Establishes non-negotiable principles that govern all other … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/60-regisely-superpapers/skills/academic-baseline) |
+| `deep-research-skills` | core | 13 deep research & systematic reviews skills. Trigger: systematic reviews, multi-source synthesis, comprehensive literature surveys. Design: multi-step research protocols with quality assessment and evidence grading. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/deep-research) |
+| `econ-audit` | core | Audit economic analysis outputs (fiscal briefings, macro briefings, market research, longlists, and other quantitative economic documents) against methodology standards, academic literature, and common errors. Runs structured checks across … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/58-charlescoverdale-econstack/econ-audit) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/03-K-Dense-AI-claude-scientific-skills/literature-review) |
+| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/research-lit) |
+| `law-skills` | core | 9 legal research skills. Trigger: legal research, case law analysis, regulatory compliance. Design: legal databases, citation networks, and judicial analytics tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/law) |
+| `methodology-skills` | core | 13 research methodology skills. Trigger: study design, methodology selection, scientific reasoning, mentoring. Design: rigorous methods frameworks covering qualitative, quantitative, and mixed approaches. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology) |
+| `openalex` | core | Use when the user asks about academic literature, research papers, scholarly works, authors, citations, institutions, journals, or any academic metadata. Trigger when users want to search for papers, find author profiles, track citations, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/59-shiquda-openalex-skill/openalex) |
+| `psychology-research-guide` | core | Psychological research methods, experimental design, and analysis | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/social-science/psychology-research-guide) |
+| `research-ideation` | core | This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature review", "define research question", "select … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/research-ideation) |
+
+## Source: claude-world/director-mode-lite
+
+- Repository: [https://github.com/claude-world/director-mode-lite](https://github.com/claude-world/director-mode-lite) (commit `9d0c333`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `handoff-gemini` | core | Delegate long-context analysis, research, and large-document summarization to Google Gemini CLI (1M-token context) via non-interactive `gemini -p`, preserving Claude context. Use when the user says 'use gemini'/'hand off to gemini' or a … | [source](https://github.com/claude-world/director-mode-lite/tree/9d0c333/skills/handoff-gemini) |
+
+## Source: code-yeongyu/oh-my-openagent
+
+- Repository: [https://github.com/code-yeongyu/oh-my-openagent](https://github.com/code-yeongyu/oh-my-openagent) (commit `b19f652`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `debugging` | core | MUST USE for any real runtime debugging across ANY language or binary — crashes, silent failures, wrong responses, stuck processes, memory leaks, async misbehavior, unexplained timing, reverse engineering. Runs a hypothesis-driven loop: … | [source](https://github.com/code-yeongyu/oh-my-openagent/tree/b19f652/packages/shared-skills/skills/debugging) |
+
+## Source: davepoon/buildwithclaude
+
+- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `pptx` | core | Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/pptx) |
+
+## Source: davila7/claude-code-templates
+
+- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `cobrapy` | core | Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering analysis. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/cobrapy) |
+| `pymoo` | core | Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pymoo) |
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/latex-posters) |
+| `scientific-critical-thinking` | core | Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-critical-thinking) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-slides) |
+| `chembl-database` | core | Query ChEMBL's bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find inhibitors, perform SAR studies, for medicinal chemistry. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/chembl-database) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/literature-review) |
+| `pennylane` | core | Cross-platform Python library for quantum computing, quantum machine learning, and quantum chemistry. Enables building and training quantum circuits with automatic differentiation, seamless integration with PyTorch/JAX/TensorFlow, and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pennylane) |
+| `research-engineer` | core | An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical correctness, formal verification, and optimal implementation across any required technology. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/research-engineer) |
+| `statistical-analysis` | core | Statistical analysis toolkit. Hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, Bayesian stats, power analysis, assumption checks, APA reporting, for academic research. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/statistical-analysis) |
+| `biomni` | core | Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical analysis. Use this skill when conducting multi-step biomedical research including CRISPR … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/biomni) |
+| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/denario) |
+
+## Source: fcakyon/claude-codex-settings
+
+- Repository: [https://github.com/fcakyon/claude-codex-settings](https://github.com/fcakyon/claude-codex-settings) (commit `44b7c00`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `paper-search-usage` | core | This skill should be used when user asks to "search for papers", "find research papers", "search arXiv", "search PubMed", "find academic papers", "search IEEE", "search Scopus", or "look up scientific literature". | [source](https://github.com/fcakyon/claude-codex-settings/tree/44b7c00/plugins/paper-search-tools/skills/paper-search-usage) |
+
+## Source: ferdinandobons/startup-skill
+
+- Repository: [https://github.com/ferdinandobons/startup-skill](https://github.com/ferdinandobons/startup-skill) (commit `a5f97c3`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `startup-design` | core | Design, validate, and plan a startup from scratch. Covers market research, competitive analysis, business model, brand identity, product definition, financial projections, and validation experiments. Trigger when the user has a startup … | [source](https://github.com/ferdinandobons/startup-skill/tree/a5f97c3/startup-design) |
+
+## Source: foryourhealth111-pixel/Vibe-Skills
+
+- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-slides) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/literature-review) |
+| `statistical-analysis` | core | Statistical analysis toolkit. Hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, Bayesian stats, power analysis, assumption checks, APA reporting, for academic research. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/statistical-analysis) |
+| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/denario) |
+| `designing-experiments` | core | Design experiments and quasi-experiments before analysis. Use when choosing study design, treatment/control structure, outcomes, assumptions, validation plans after scientific experiment failure, or which of DiD, ITS, synthetic control, or … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/designing-experiments) |
+| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/exploratory-data-analysis) |
+| `openalex-database` | core | Query and analyze scholarly literature using the OpenAlex database. This skill should be used when searching for academic papers, analyzing research trends, finding works by authors or institutions, tracking citations, discovering open … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/openalex-database) |
+| `perplexity-search` | core | Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This skill should be used when conducting web searches for current information, finding recent scientific literature, getting … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/perplexity-search) |
+| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scholar-evaluation) |
+| `scientific-brainstorming` | core | Open-ended scientific ideation partner. Use for research gaps, mechanism exploration, interdisciplinary connections, assumptions, possible research directions, and lightweight literature matrix or A+B paper-combination idea mapping. For … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-brainstorming) |
+| `scientific-reporting` | core | Write research/technical reports with strong structure + figure standards. Supports Markdown/HTML/PDF outputs (Quarto optional), executive summary, methods, results, discussion, and reproducibility appendix. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-reporting) |
+| `slides-as-code` | core | Build research slides with text-first source (Slidev/Marp/Reveal/Quarto) and reproducible export (PDF). Includes structure, figure reuse rules, and quality checklist for top-tier scientific presentations. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/slides-as-code) |
+
+## Source: HeshamFS/materials-simulation-skills
+
+- Repository: [https://github.com/HeshamFS/materials-simulation-skills](https://github.com/HeshamFS/materials-simulation-skills) (commit `fa1ce8d`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `parameter-optimization` | core | Explore and optimize simulation parameters via design of experiments (DOE), sensitivity analysis, and optimizer selection — generate Latin Hypercube, quasi-random, or factorial sample plans, rank parameter influence with sensitivity … | [source](https://github.com/HeshamFS/materials-simulation-skills/tree/fa1ce8d/skills/simulation-workflow/parameter-optimization) |
+
+## Source: hypnguyen1209/offensive-claude
+
+- Repository: [https://github.com/hypnguyen1209/offensive-claude](https://github.com/hypnguyen1209/offensive-claude) (commit `4d62be7`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `malware-analysis` | core | Use when reverse-engineering or detecting malware — static triage + capa/YARA-X, emulation/DBI/.NET unpacking, dynamic/fileless/Volatility 3 memory analysis, C2 config extraction (Cobalt Strike/CAPE), C2 traffic detection (JA4+, beaconing) | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/malware-analysis) |
+
+## Source: K-Dense-AI/claude-scientific-skills
+
+- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `hugging-science` | core | Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/hugging-science) |
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/latex-posters) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-slides) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/literature-review) |
+| `cirq` | core | Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/cirq) |
+| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exploratory-data-analysis) |
+| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scholar-evaluation) |
+| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-writing) |
+| `statistical-analysis` | core | Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. Use whenever a user wants to compare groups, test a hypothesis, analyze … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/statistical-analysis) |
+| `venue-templates` | core | Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/venue-templates) |
+| `autoskill` | core | Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing scientific-agent-skills, and draft new skills (or composition recipes that chain existing ones) for the patterns not yet covered. Use … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/autoskill) |
+
+## Source: K-Dense-AI/scientific-agent-skills
+
+- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `hugging-science` | core | Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/hugging-science) |
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/latex-posters) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-slides) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/literature-review) |
+| `cirq` | core | Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/cirq) |
+| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exploratory-data-analysis) |
+| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scholar-evaluation) |
+| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-writing) |
+| `statistical-analysis` | core | Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. Use whenever a user wants to compare groups, test a hypothesis, analyze … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/statistical-analysis) |
+| `venue-templates` | core | Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/venue-templates) |
+
+## Source: mukul975/Anthropic-Cybersecurity-Skills
+
+- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) |
+
+## Source: nexu-io/open-design
+
+- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `kami-deck` | core | A lab-meeting deck on gut-microbiome links to sleep quality — the design, the results, the caveats, and the next experiment. Built as a decision-grade academic research deck for lab group, PI. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/kami-deck) |
+
+## Source: OpenRaiser/NanoResearch
+
+- Repository: [https://github.com/OpenRaiser/NanoResearch](https://github.com/OpenRaiser/NanoResearch) (commit `7144364`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `academic-plotting` | core | Generates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system components and relationships to generate architecture diagrams via Gemini. Given experiment results or data, … | [source](https://github.com/OpenRaiser/NanoResearch/tree/7144364/skills/vendor-ai-research/academic-plotting) |
+
+## Source: Orchestra-Research/AI-research-SKILLs
+
+- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `presenting-conference-talks` | core | Generates conference presentation slides (Beamer LaTeX PDF and editable PPTX) from a compiled paper with speaker notes and talk script. Use when preparing oral talks, spotlight presentations, or invited talks for ML and systems conferences. | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/20-ml-paper-writing/presenting-conference-talks) |
+| `academic-plotting` | core | Generates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system components and relationships to generate architecture diagrams via Gemini. Given experiment results or data, … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/20-ml-paper-writing/academic-plotting) |
+
+## Source: sanjay3290/ai-skills
+
+- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | core | Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/deep-research) |
+
+## Source: snyk/agent-scan
+
+- Repository: [https://github.com/snyk/agent-scan](https://github.com/snyk/agent-scan) (commit `f3a4621`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `pptx` | core | Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/pptx) |
+
+## Source: ThinkInAIXYZ/deepchat
+
+- Repository: [https://github.com/ThinkInAIXYZ/deepchat](https://github.com/ThinkInAIXYZ/deepchat) (commit `f275c92`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `pptx` | core | Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/pptx) |
+
+## Source: wanshuiyin/Auto-claude-code-research-in-sleep
+
+- Repository: [https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) (commit `eb5c9d7`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/research-lit) |
+
+## Source: zechenzhangAGI/AI-research-SKILLs
+
+- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `presenting-conference-talks` | core | Generates conference presentation slides (Beamer LaTeX PDF and editable PPTX) from a compiled paper with speaker notes and talk script. Use when preparing oral talks, spotlight presentations, or invited talks for ML and systems conferences. | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/20-ml-paper-writing/presenting-conference-talks) |
+| `academic-plotting` | core | Generates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system components and relationships to generate architecture diagrams via Gemini. Given experiment results or data, … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/20-ml-paper-writing/academic-plotting) |
--- a/references/berufsbild-de.md
+++ b/references/berufsbild-de.md
@@ -0,0 +1,75 @@
+# Berufsbild (Deutschland) — Ingenieur/in - Nanotechnologie
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 59391,
+> KldB 2010: B 26324 · via öffentliche BERUFENET-API,
+> abgerufen 2026-07-12. Automatisches Label-Matching
+> (Score 0.67); Inhalte paraphrasiert/gekürzt, Volltext beim
+> Original: https://web.arbeitsagentur.de/berufenet/beruf/59391
+
+## Aufgaben und Tätigkeiten kompakt
+
+Ingenieure und Ingenieurinnen für Nanotechnologie analysieren die belebte und unbelebte Natur im Bereich von millionstel Millimetern. Sie stellen Strukturen und Grundelemente für die naturwissenschaftliche, medizinische und industrielle Anwendung immer kleiner dar. Durch Manipulation verleihen die Ingenieure und Ingenieurinnen diesen auf molekularer Ebene neue Eigenschaften. Dafür entwickeln sie Verfahren und Technologien, Werkzeuge und geeignete Bearbeitungstechniken. Am Computer simulieren sie die Produktion von Nanosystemen. Sie stellen neuartige Produkte bzw. Werkstoffe mit besonderen Funktionalitäten her, z.B. superharte Beschichtungen oder sehr feste molekulare Klebeverbindungen. Daneben beraten sie im Kundenservice Unternehmen und erstellen im Vertrieb Angebote für Kunden und Kundinnen.
+
+## Tätigkeitsbezeichnungen
+
+Ingenieur/in - Nanotechnologie
+
+Auch übliche Berufsbezeichnung/SynonymNanotechnologe/-technologin
+
+Berufsbezeichnung in englischer SpracheNanotechnologist (m/f)
+
+Berufsbezeichnung in französischer SpracheIngénieur/Ingénieure en nanotechnologie
+
+## Die Tätigkeit im Überblick
+
+Ingenieure und Ingenieurinnen für Nanotechnologie untersuchen molekulare Strukturen im Nanometerbereich und verändern diese. Sie entwickeln Materialien und Werkstoffe sowie Verfahren und Technologien zur Herstellung industrieller und pharmazeutischer Produkte.
+
+## Trends
+
+Künstliche Intelligenz (KI) in der NanotechnologieIn der Forschung werden mithilfe der Interdisziplinäre Wissenschaft, die sich grundlegend mit der Nutzung neuer Funktionen von belebter und unbelebter Materie beschäftigt; basiert auf der geometrischen Größe sowie auf den materialspezifischen Eigenheiten von Nanostrukturen; mittels Nanotechnologie können z.B. Atome und Moleküle manipuliert werden
+" name="Nanotechnologie">Nanotechnologie Materialeigenschaften von Stoffen auf molekularer Ebene verändert. englisch: Artificial Intelligence (AI)
+ Teilgebiet der Informatik, das Strukturen menschlicher Intelligenz untersucht, auf Computer überträgt und Programme für intelligente Problemlösungen entwickelt, z. B. Spracherkennung
+" name="Künstliche Intelligenz (KI)">Künstliche Intelligenz (KI) erweitert zunehmend die Anwendungsmöglichkeiten: In der Medizin überwachen KI-Nanobots Körperzustände, in der Oberflächenbearbeitung beeinflussen KI-gesteuerte Mikroskope Moleküle gezielt auf kleinster Ebene. Führungskräfte in der Nanotechnologie erforschen aktiv, wie sie KI einsetzen, um bestehende Verfahren zu verbessern und neue Anwendungen zu entwickeln.
+Intelligente Werkstoffe (Smart Materials) mittels 4-D-DruckIntelligente Werkstoffe - zukünftig hergestellt mittels 4-D-Druckverfahren - sollen auf ihre Umgebung (Licht, Temperatur oder magnetische Felder) reagieren und so ihre Form ändern können. Flüssigkeiten werden z.B. in einem Magnetfeld fest, Kunststoffe falten sich durch Kontakt mit Feuchtigkeit zusammen, geformte Werkstücke aus Formgedächtnismetall nehmen bei einer bestimmten Temperatur wieder ihre ursprüngliche Form an. Mögliche Anwendungsgebiete sind u.a. die Automobilentwicklung, Medizin- und Textiltechnik, Architektur sowie Luft- und Raumfahrt. Fach- und Führungskräfte in den entsprechenden Bereichen werden sich mit diesen Entwicklungen vertraut machen.
+
+## Aufgaben und Tätigkeiten (Beschreibung)
+
+Worum geht es?Ingenieure und Ingenieurinnen für Nanotechnologie untersuchen molekulare Strukturen im Nanometerbereich und manipulieren diese. So entwickeln sie neue Materialien und Werkstoffe, Verfahren und Technologien zur Herstellung von industriellen und pharmazeutischen Produkten.
+Bis ins kleinste DetailIngenieure und Ingenieurinnen für Nanotechnologie analysieren Baupläne der belebten und unbelebten Natur, um den selbstorganisierenden Aufbau von Materie zu verstehen. Dadurch wird es möglich, diese Baupläne gezielt zu beeinflussen. Aufgrund der geringen Abmessungen und der damit verbundenen Schwierigkeiten bei der Analyse verwenden Ingenieure und Ingenieurinnen für Nanotechnologie oftmals Simulationen und erschließen die Eigenschaften von Nanoteilchen mit Hilfe physikalischer Berechnungen am Computer.
+Nanotechnik in der IndustrieIngenieure und Ingenieurinnen für Nanotechnologie optimieren die molekularen Eigenschaften von Stoffen und Produkten beispielsweise der Energie- (Brennstoffzellen, Solarzellen, Gasspeicher u.a.), Umwelt- (Materialkreisläufe, Entsorgung und Reinigung) oder Informationstechnik (hochdichte Speicher, leistungsfähige Prozessoren usw.). Sie entwickeln Materialien mit neuartigen Eigenschaften für die Molekularelektronik, neue Verfahren und Technologien zur Herstellung funktionsbestimmter dünner Schichten und zur Erzeugung extrem präziser Oberflächen, neue Analyse- und Charakterisierungsverfahren sowie Nanowerkzeuge und Ultrapräzisions-Bearbeitungstechniken. In der Nanosystemtechnik bauen sie große komplexe Strukturen durch allerkleinste Elemente auf und führen Computersimulationen durch (Virtual Prototyping).
+Weitere Einsatzmöglichkeiten Darüber hinaus können die Ingenieure und Ingenieurinnen für Nanotechnologie im Vertrieb oder in der technischen Beratung tätig sein. Hier beraten sie Kunden bei der Anschaffung oder den Einsatzmöglichkeiten von Produkten der Nanotechnologie. Sie erstellen Angebote und unterbreiten diese dem Kunden. Ebenso können sie beispielsweise in der Beschaffung oder im Sachverständigenwesen arbeiten.
+
+## Aufgaben und Tätigkeiten im Einzelnen
+
+Untersuchung von Strukturen und Materialien Nanostrukturen, dünnste Schichten, molekulare Einheiten und deutsch: Schnittstelle
+ Informationstechnik (IT): Übergangsstelle zwischen technischen Einrichtungen einer Anlage mit mehreren Systemkomponenten; gewährleistet eine problemlose Zusammenarbeit der einzelnen Geräte
+" name="Interface">Interfaces in virtuellen Räumen simulieren und deren Eigenschaften mit Hilfe des Computers erschließen
+
+Baupläne der belebten und unbelebten Natur zum selbstorganisierenden Aufbau von Materie untersuchen
+
+Technologien zur Aufklärung und gezielten Beeinflussung von Bauplänen der belebten und unbelebten Materie entwickeln
+
+ Miniaturisierung in der industriellen Entwicklung Verfahren zur Herstellung funktionsbestimmter dünner Schichten entwickeln, bei denen die kritischen Abmessungen Nanometer-Dimensionen haben
+
+optische, elektrische, magnetische und mechanische Eigenschaften von dünnsten Schichten und Schichtkombinationen sowie Materialien im Nanometerbereich mit neuartigen Funktionen und spezifischen Effekten untersuchen, Analyse- und Charakterisierungsverfahren mit entsprechender Auflösung entwickeln
+
+Konzepte für neue Funktionselemente und -gruppen erarbeiten
+
+neuartige Systemüberlegungen für den Aufbau komplexer Systeme einsetzen
+
+ Produkteigenschaften z.B. im Bereich Energie-, Umwelt- und Informationstechnik, aber auch in Prozessen der Gesundheit und des Alterns optimieren
+
+Weitere AufgabenKunden/Kundinnen und/oder Unternehmen bei der Anschaffung von Produkten beraten und betreuen
+
+Marktbeobachtungen durchführen, neue Produkte in den Markt einführen, Präsentationen durchführen
+
+ Literatur- und Patentrecherchen durchführen
+
+Gutachten und Schriftliches Gutachten auf Grundlage von Expertenwissen, das z.B. Angaben über Herkunft, Stil, Zustand und Größe eines Objektes beinhaltet
+" name="Expertise">Expertisen erstellen
+
+Forschung und Lehrean Forschungsvorhaben mitwirken
+
+Vorlesungen und Seminare vorbereiten bzw. abhalten, Unterricht nachbereiten, ggf. Prüfungen abnehmen
+
+Forschungsberichte verfassen
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,64 @@
+# Market evidence report — nanoengineer
+
+Source: **6 real job ads** (JSearch API, countries: us 4, gb 2), extracted into the MSSQL evidence store; as of 2026-07-18.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 3 | 50 % |
+| senior | 2 | 33 % |
+| junior | 1 | 17 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | thin film deposition | 3 | 50 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Regional breakdown
+
+> **Corpus note:** 6 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+**Insufficient evidence** — 4 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 2 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### EU/DACH (de, at, ch, nl)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Nanofabrication Engineer | 1 |
+| Nanofabrication Research Associate – Micro/Nano Devices | 1 |
+| Postdoctoral Fellow - DNA nanotechnology | 1 |
+| Research Scientist in Microsystems and Nanotechnology | 1 |
+| Senior Nanotechnology Process Engineer | 1 |
+| Senior Nanotechnology Process Engineer (Hiring Immediately) | 1 |
+
+Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.
--- a/references/profile.md
+++ b/references/profile.md
@@ -0,0 +1,32 @@
+# Occupation profile — nanoengineer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/949ed945-f697-415e-b4c5-51d8abf7cfdf
+- **ESCO code:** 2149.11.1
+- **ISCO-08 group:** 2149 — Engineering professionals not elsewhere classified
+- **O*NET-SOC:** 17-2199.09 — Nanosystems Engineers (match: exactMatch)
+
+## Description (ESCO)
+
+Nanoengineers combine the scientific knowledge of atomic and molecular particles with engineering principles for applications in a varied array of fields. They apply findings in chemistry, biology, and materials engineering, etc. They use technological knowledge for the improvement of existing applications or the creation of micro objects.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- nanoscience specialist
+- nanotechnology specialist
+- nanoscience expert
+- nano-engineer
+- nano engineer
+- nanotechnologist
+- nanoscientist
+- nanosystems expert
+- nanoscience engineer
+- nanosystems engineer
+- nanotechnology expert
+- nanotechnology engineer
+- nanosystems specialist
+- nano scientist
+- nano systems engineer
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,155 @@
+# Competences — nanoengineer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/949ed945-f697-415e-b4c5-51d8abf7cfdf).
+
+## Essential
+
+- **adjust engineering designs** (skill/competence)
+- **analytical chemistry** (knowledge)
+- **apply health and safety standards** (skill/competence)
+- **approve engineering design** (skill/competence)
+- **assess environmental impact** (skill/competence)
+- **biology** (knowledge)
+- **chemistry** (knowledge)
+- **computational chemistry** (knowledge)
+- **computer simulation** (knowledge)
+- **engineering principles** (knowledge)
+- **engineering processes** (knowledge)
+- **examine engineering principles** (skill/competence)
+- **forecast organisational risks** (skill/competence)
+- **materials engineering** (knowledge)
+- **nanomaterials** (knowledge)
+- **nanotechnology** (knowledge)
+- **perform chemical experiments** (skill/competence)
+- **perform scientific research** (skill/competence)
+- **quantum technology** (knowledge)
+- **spectroscopy** (knowledge)
+- **test chemical samples** (skill/competence)
+- **work with chemicals** (skill/competence)
+
+## Optional
+
+- analyse test data (skill/competence)
+- computational mechanics (knowledge)
+- computer engineering (knowledge)
+- continuum mechanics (knowledge)
+- design optical systems (skill/competence)
+- design pharmaceutical manufacturing systems (skill/competence)
+- design principles (knowledge)
+- design prototypes (skill/competence)
+- develop chemical products (skill/competence)
+- develop components separation processes (skill/competence)
+- develop pharmaceutical drugs (skill/competence)
+- draft design specifications (skill/competence)
+- electrical engineering (knowledge)
+- green chemistry (knowledge)
+- improve chemical processes (skill/competence)
+- industrial research and development (knowledge)
+- integrate new products in manufacturing (skill/competence)
+- life sciences (knowledge)
+- manage chemical testing procedures (skill/competence)
+- mathematical modelling (knowledge)
+- mechanics (knowledge)
+- microbiology-bacteriology (knowledge)
+- optical engineering (knowledge)
+- pharmaceutical chemistry (knowledge)
+- pharmaceutical drug development (knowledge)
+- pharmaceutical technology (knowledge)
+- physics (knowledge)
+- quantum computing (knowledge)
+- record test data (skill/competence)
+- scientific literature (knowledge)
+- solid mechanics (knowledge)
+- use CAD software (skill/competence)
+- use chemical analysis equipment (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 6 ads, as of 2026-07-18)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- thin film deposition — **50 %**
+- equipment maintenance — **33 %**
+- etching — **33 %**
+- process integration — **33 %**
+- photolithography — **17 %**
+- plasma etching — **17 %**
+- problem-solving — **17 %**
+- process documentation — **17 %**
+- process flow development — **17 %**
+- self-assembly — **17 %**
+- semiconductor fabrication — **17 %**
+- spin coating — **17 %**
+- liftoff — **17 %**
+- hazardous chemical handling — **17 %**
+- microdevice fabrication — **17 %**
+- microfabrication — **17 %**
+- nanotechnology — **17 %**
+- fluorescence spectroscopy — **17 %**
+- equipment repair — **17 %**
+- device prototyping — **17 %**
+- dna nanotechnology — **17 %**
+- dry etching — **17 %**
+- advanced imaging — **17 %**
+- analytical skills — **17 %**
+- biomaterials science — **17 %**
+- cleanroom operation — **17 %**
+- computational modelling — **17 %**
+- data analysis — **17 %**
+- data characterization — **17 %**
+- data maintenance — **17 %**
+- data preparation — **17 %**
+- data recording — **17 %**
+- thermal processing — **17 %**
+- nanodevice fabrication — **17 %**
+- nanofabrication — **17 %**
+- supramolecular chemistry — **17 %**
+- thin-film process development — **17 %**
+- wet development — **17 %**
+
+### Methods
+
+- conference presentations — **17 %**
+- cleanroom protocols — **17 %**
+- cleanroom fabrication — **17 %**
+- compressed gas handling — **17 %**
+- non-academic research — **17 %**
+- microfabrication — **17 %**
+- microfabrication technologies — **17 %**
+- literature reviews — **17 %**
+
+### Responsibilities
+
+- equipment supervision — **33 %**
+- process quality assurance — **33 %**
+- collaboration — **33 %**
+- training material preparation — **33 %**
+- user instruction — **33 %**
+- system maintenance — **17 %**
+- nanofabrication process execution — **17 %**
+- testing devices — **17 %**
+- thin film process development — **17 %**
+- collaboration with SMEs — **17 %**
+- designing devices — **17 %**
+- device fabrication — **17 %**
+- dissemination of research outcomes — **17 %**
+- documentation — **17 %**
+- equipment repair — **17 %**
+- equipment operation — **17 %**
+- grant development — **17 %**
+- experiment execution — **17 %**
+- fabricating prototypes — **17 %**
+- process support — **17 %**
+- project delivery — **17 %**
+- student supervision — **17 %**
+- remote user support — **17 %**
+- research contribution — **17 %**
+- research design — **17 %**
+- material characterization — **17 %**
+- hazardous chemical handling — **17 %**
+- operational issue documentation — **17 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,55 @@
+# Tasks & work activities — nanoengineer
+
+Source: O*NET 30.3, occupation 17-2199.09 (Nanosystems Engineers).
+
+## Task statements
+
+- **[Core]** Write proposals to secure external funding or to partner with other companies.
+- **[Core]** Supervise technologists or technicians engaged in nanotechnology research or production.
+- **[Core]** Synthesize, process, or characterize nanomaterials, using advanced tools or techniques.
+- **[Core]** Identify new applications for existing nanotechnologies.
+- **[Core]** Provide technical guidance or support to customers on topics such as nanosystem start-up, maintenance, or use.
+- **[Core]** Generate high-resolution images or measure force-distance curves, using techniques such as atomic force microscopy.
+- **[Core]** Prepare reports, deliver presentations, or participate in program review activities to communicate engineering results or recommendations.
+- **[Core]** Develop processes or identify equipment needed for pilot or commercial nanoscale scale production.
+- **[Core]** Provide scientific or technical guidance or expertise to scientists, engineers, technologists, technicians, or others, using knowledge of chemical, analytical, or biological processes as applied to micro and nanoscale systems.
+- **[Core]** Engineer production processes for specific nanotechnology applications, such as electroplating, nanofabrication, or epoxy.
+- **[Core]** Design or conduct tests of new nanotechnology products, processes, or systems.
+- **[Core]** Coordinate or supervise the work of suppliers or vendors in the designing, building, or testing of nanosystem devices, such as lenses or probes.
+- **[Core]** Design or engineer nanomaterials, nanodevices, nano-enabled products, or nanosystems, using three-dimensional computer-aided design (CAD) software.
+- **[Core]** Create designs or prototypes for nanosystem applications, such as biomedical delivery systems or atomic force microscopes.
+- **[Core]** Conduct research related to a range of nanotechnology topics, such as packaging, heat transfer, fluorescence detection, nanoparticle dispersion, hybrid systems, liquid systems, nanocomposites, nanofabrication, optoelectronics, or nanolithography.
+- **[Core]** Apply nanotechnology to improve the performance or reduce the environmental impact of energy products, such as fuel cells or solar cells.
+- **[Core]** Design nano-enabled products with reduced toxicity, increased durability, or improved energy efficiency.
+- **[Supplemental]** Prepare nanotechnology-related invention disclosures or patent applications.
+- **[Supplemental]** Design nano-based manufacturing processes to minimize water, chemical, or energy use, as well as to reduce waste production.
+- **[Supplemental]** Design nanoparticle catalysts to detect or remove chemical or other pollutants from water, soil, or air.
+- **[Supplemental]** Design nanosystems with components such as nanocatalysts or nanofiltration devices to clean specific pollutants from hazardous waste sites.
+- **[Supplemental]** Develop catalysis or other green chemistry methods to synthesize nanomaterials, such as nanotubes, nanocrystals, nanorods, or nanowires.
+- **[Supplemental]** Develop green building nanocoatings, such as self-cleaning, anti-stain, depolluting, anti-fogging, anti-icing, antimicrobial, moisture-resistant, or ultraviolet protectant coatings.
+- **[Supplemental]** Integrate nanotechnology with antimicrobial properties into products, such as household or medical appliances, to reduce the development of bacteria or other microbes.
+- **[Supplemental]** Reengineer nanomaterials to improve biodegradability.
+
+## Detailed work activities
+
+- Advise customers on the use of products or services.
+- Coordinate activities with suppliers, contractors, clients, or other departments.
+- Create physical models or prototypes.
+- Design alternative energy systems.
+- Design materials for industrial or commercial applications.
+- Design micro- or nano-scale materials, devices, or systems.
+- Develop operational methods or processes that use green materials or emphasize sustainability.
+- Develop technical methods or processes.
+- Devise research or testing protocols.
+- Explain engineering drawings, specifications, or other technical information.
+- Identify new applications for existing technologies.
+- Measure physical or chemical properties of materials or objects.
+- Operate precision equipment to control microscopic or nanoscopic processes.
+- Prepare contracts, disclosures, or applications.
+- Prepare operational reports.
+- Prepare proposal documents.
+- Provide technical guidance to other personnel.
+- Research engineering applications of emerging technologies.
+- Research engineering aspects of biological or chemical processes.
+- Supervise engineering or other technical personnel.
+- Test performance of electrical, electronic, mechanical, or integrated systems or equipment.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,83 @@
+# Tools & technology — nanoengineer
+
+Source: O*NET 30.3 'Software Skills' for 17-2199.09.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Tableau | Business intelligence and data analysis software | yes |
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Dassault Systemes SolidWorks | Computer aided design CAD software | yes |
+| Salesforce software | Customer relationship management CRM software | yes |
+| Apache Hadoop | Data base management system software | yes |
+| Oracle Database | Data base user interface and query software | yes |
+| Structured query language SQL | Data base user interface and query software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| Oracle Java | Object or component oriented development software | yes |
+| Python | Object or component oriented development software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Linux | Operating system software | yes |
+| Microsoft Windows | Operating system software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Word | Word processing software | yes |
+| CP2K | Analytical or scientific software |  |
+| CPMD | Analytical or scientific software |  |
+| CSC Elmer | Analytical or scientific software |  |
+| Dassault Systemes Abaqus | Analytical or scientific software |  |
+| Data acquisition software | Analytical or scientific software |  |
+| DL_POLY | Analytical or scientific software |  |
+| ESA MOSAICS | Analytical or scientific software |  |
+| Finite difference time domain FDTD software | Analytical or scientific software |  |
+| General Atomic and Molecular Electronic Structure System GAMESS | Analytical or scientific software |  |
+| LAMMPS Molecular Dynamics Simulator | Analytical or scientific software |  |
+| MAYA Nastran | Analytical or scientific software |  |
+| NWChem | Analytical or scientific software |  |
+| QuantumWise Atomistix ToolKit | Analytical or scientific software |  |
+| SEMC-2D | Analytical or scientific software |  |
+| Simulation software | Analytical or scientific software |  |
+| UTQUANT | Analytical or scientific software |  |
+| Vienna Ab-Initio Simulation Package VASP | Analytical or scientific software |  |
+| AWS Elastic MapReduce (EMR) | Business intelligence and data analysis software |  |
+| Breault Research ASAP | Computer aided design CAD software |  |
+| Dassault Systemes CATIA | Computer aided design CAD software |  |
+| IMSI Design DesignCAD | Computer aided design CAD software |  |
+| LinkCAD | Computer aided design CAD software |  |
+| Optical Research Associates LightTools | Computer aided design CAD software |  |
+| PTC Creo Parametric | Computer aided design CAD software |  |
+| Tanner EDA L-Edit | Computer aided design CAD software |  |
+| Rapid prototyping software | Computer aided manufacturing CAM software |  |
+| National Instruments LabVIEW | Development environment software |  |
+| Adobe FreeHand MX | Graphics or photo imaging software |  |
+| Apache MXNet | Industrial control software |  |
+| Oracle Manufacturing Scheduling | Materials requirements planning logistics and supply chain software |  |
+| GE Healthcare Centricity EMR | Medical software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 6 ads, as of 2026-07-18)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- optical microscopes — **17 %**
+- Microsoft Office — **17 %**
+- ICP — **17 %**
+- Lotus Notes — **17 %**
+- LPCVD — **17 %**
+- RIE — **17 %**
+- PVD — **17 %**
+- DRIE — **17 %**
+- ECR — **17 %**
+- ellipsometry — **17 %**
+- contact profilometry — **17 %**
+- CVD — **17 %**
+- cleanroom environment — **17 %**
+- AFM — **17 %**
+- ALD — **17 %**
+- TEM — **17 %**
+- vacuum systems — **17 %**
+
+<!-- market-evidence -->